{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "b09669c2-f8be-4057-aa4b-89dd38904991",
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "from target import DuffingOscillator\n",
    "from flowDMD import FlowDMD, train_flowdmd_xy\n",
    "from dictionary import DicRBF\n",
    "from solver import KoopmanGeneralSolver\n",
    "import argparse\n",
    "import os\n",
    "import mindspore as ms\n",
    "from mindspore import Tensor\n",
    "from mindspore import ops\n",
    "from mindspore import save_checkpoint, load_checkpoint, load_param_into_net\n",
    "\n",
    "\n",
    "# Set context\n",
    "ms.set_context(mode=ms.PYNATIVE_MODE, device_target='GPU')\n",
    "\n",
    "duffing_train = DuffingOscillator(n_init=1000, traj_len=10, seed=0)\n",
    "data_x_train = duffing_train.generate_init_data()\n",
    "data_y_train = duffing_train.generate_next_data(data_x_train)\n",
    "\n",
    "duffing_valid = DuffingOscillator(n_init=300, traj_len=10, seed=0)\n",
    "data_x_valid = duffing_valid.generate_init_data()\n",
    "data_y_valid = duffing_valid.generate_next_data(data_x_valid)\n",
    "\n",
    "# Convert to MindSpore tensors with float32\n",
    "if isinstance(data_x_train, Tensor):\n",
    "    data_x_train = ops.Cast()(data_x_train, ms.float32)\n",
    "else:\n",
    "    data_x_train = Tensor(data_x_train, dtype=ms.float32)\n",
    "\n",
    "if isinstance(data_y_train, Tensor):\n",
    "    data_y_train = ops.Cast()(data_y_train, ms.float32)\n",
    "else:\n",
    "    data_y_train = Tensor(data_y_train, dtype=ms.float32)\n",
    "\n",
    "data_train = [data_x_train, data_y_train]\n",
    "data_valid = [data_x_valid, data_y_valid]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "410c744f-bb68-464e-b34e-76c8ba9e9892",
   "metadata": {},
   "outputs": [],
   "source": [
    "def trainmodel():\n",
    "    train = True\n",
    "    model_path = \"model.ckpt\"\n",
    "\n",
    "    # 可视化数据\n",
    "    fig, (ax1, ax2) = plt.subplots(1, 2, sharey=True, figsize=(10, 5))\n",
    "    \n",
    "    # Convert tensors to numpy for plotting\n",
    "    if isinstance(data_x_train, Tensor):\n",
    "        data_x_plot = data_x_train.asnumpy()\n",
    "        data_y_plot = data_y_train.asnumpy()\n",
    "    else:\n",
    "        data_x_plot = data_x_train\n",
    "        data_y_plot = data_y_train\n",
    "    \n",
    "    ax1.plot(data_x_plot[:, 0], data_x_plot[:, 1], '.')\n",
    "    ax1.set_xlabel(r'$x_{1}$')\n",
    "    ax1.set_ylabel(r'$x_{2}$')\n",
    "    ax2.plot(data_y_plot[:, 0], data_y_plot[:, 1], '.')\n",
    "    ax2.set_xlabel(r'$x_{1}$')\n",
    "    ax2.set_ylabel(r'$x_{2}$')\n",
    "\n",
    "    # 创建模型\n",
    "    model = FlowDMD(dim=2, num_layers=6, hidden_dim=64, reg=1e-4)\n",
    "    \n",
    "    # 检查是否存在模型文件\n",
    "    if os.path.exists(model_path) and not train:\n",
    "        print(f\"加载已有模型: {model_path}\")\n",
    "        param_dict = load_checkpoint(model_path)\n",
    "        load_param_into_net(model, param_dict)\n",
    "    else:\n",
    "        print(\"开始训练模型...\")\n",
    "        k = train_flowdmd_xy(model, data_xy=data_train, epochs=200, lr=1e-3, alpha=1.0)\n",
    "        # 保存模型\n",
    "        print(k)\n",
    "        save_checkpoint(model, model_path)\n",
    "        print(f\"模型已保存到: {model_path}\")\n",
    "    \n",
    "    return model, k if 'k' in locals() else None"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "56aefcc7-f0b8-4b1c-9edd-8777f599654a",
   "metadata": {},
   "outputs": [],
   "source": [
    "def RBFmodel():\n",
    "    # Convert tensor to numpy for RBF\n",
    "    if isinstance(data_x_train, Tensor):\n",
    "        data_x_np = data_x_train.asnumpy()\n",
    "    else:\n",
    "        data_x_np = data_x_train\n",
    "        \n",
    "    rbf_basis_func = DicRBF(rbf_number=100, regularizer=1e-4)\n",
    "    rbf_basis_func.build(data_x_np)\n",
    "\n",
    "    rbf_solver = KoopmanGeneralSolver(dic=rbf_basis_func,\n",
    "                                     target_dim=2,\n",
    "                                     reg=0.0)\n",
    "\n",
    "    # Convert data for RBF solver\n",
    "    data_train_np = [data_x_np, data_y_train.asnumpy() if isinstance(data_y_train, Tensor) else data_y_train]\n",
    "    rbf_solver.build(data_train_np)\n",
    "    \n",
    "    fig, (ax1, ax2) = plt.subplots(1, 2, figsize=(10, 5), sharex=False, sharey=True)\n",
    "    ax2.scatter(rbf_solver.eigenvalues.real, rbf_solver.eigenvalues.imag)\n",
    "    ax2.set_xlabel(r'Re$(\\mu)$')\n",
    "    ax2.set_title('EDMD (RBF)')\n",
    "\n",
    "    fig.tight_layout()\n",
    "    return rbf_solver"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "bcd11e7b-47cd-4d3b-bcc6-5321bd4f98b7",
   "metadata": {},
   "outputs": [],
   "source": [
    "def test():\n",
    "    model, _ = trainmodel()\n",
    "    \n",
    "    traj_len = 50\n",
    "    duffing_test = DuffingOscillator(n_init=1, traj_len=traj_len, seed=111)\n",
    "    data_x_test = duffing_test.generate_init_data()\n",
    "    data_y_test = duffing_test.generate_next_data(data_x_test)\n",
    "    \n",
    "    # Convert to float32 tensor\n",
    "    if isinstance(data_x_test, Tensor):\n",
    "        data_x_test = ops.Cast()(data_x_test, ms.float32)\n",
    "    else:\n",
    "        data_x_test = Tensor(data_x_test, dtype=ms.float32)\n",
    "        \n",
    "    if isinstance(data_y_test, Tensor):\n",
    "        data_y_test = ops.Cast()(data_y_test, ms.float32)\n",
    "    else:\n",
    "        data_y_test = Tensor(data_y_test, dtype=ms.float32)\n",
    "    \n",
    "    x_traj = data_x_test.asnumpy()\n",
    "\n",
    "    x0_test = data_x_test[0]\n",
    "    reshape = ops.Reshape()\n",
    "    x0_test = reshape(x0_test, (-1, x0_test.shape[-1]))\n",
    "\n",
    "    # Set model to evaluation mode (equivalent to torch.no_grad())\n",
    "    model.set_train(False)\n",
    "    \n",
    "    # Predictions\n",
    "    x0_test_np = x0_test.asnumpy()\n",
    "    # x_est_traj_rbf = rbf_solver.predict(x0_test_np, traj_len)\n",
    "    # if isinstance(x_est_traj_rbf, Tensor):\n",
    "    #     x_est_traj_rbf = x_est_traj_rbf.asnumpy()\n",
    "    \n",
    "    x_est_traj_DL_tensor = model.predict(x0_test, traj_len)\n",
    "    if isinstance(x_est_traj_DL_tensor, Tensor):\n",
    "        x_est_traj_DL = x_est_traj_DL_tensor[0].asnumpy()\n",
    "    else:\n",
    "        x_est_traj_DL = x_est_traj_DL_tensor[0]\n",
    "    \n",
    "    # Calculate errors\n",
    "    DL_error = np.sqrt(np.mean(np.square(x_est_traj_DL - x_traj)))\n",
    "    # rbf_error = np.sqrt(np.mean(np.square(x_est_traj_rbf - x_traj)))\n",
    "    \n",
    "    # Plotting\n",
    "    fig, (ax1, ax2) = plt.subplots(1, 2, sharey=False, figsize=(12, 5))\n",
    "\n",
    "    t_grid = np.arange(0, traj_len)\n",
    "    ax1.plot(t_grid, x_traj[:, 0], 'k-', label='Exact', markevery=2)\n",
    "    ax1.plot(t_grid, x_est_traj_DL[:, 0], 'bo', label='EDMD-DL', markevery=2)\n",
    "    # ax1.plot(t_grid, x_est_traj_rbf[:, 0], 'gs', label='EDMD (RBF)', markevery=2)\n",
    "\n",
    "    ax2.plot(t_grid, x_traj[:, 1], 'k-', label='Exact', markevery=2)\n",
    "    ax2.plot(t_grid, x_est_traj_DL[:, 1], 'bo', label='EDMD-DL', markevery=2)\n",
    "    # ax2.plot(t_grid, x_est_traj_rbf[:, 1], 'gs', label='EDMD (RBF)', markevery=2)\n",
    "\n",
    "    ax1.set_xlabel(r\"$n$\")\n",
    "    ax1.set_ylabel(r\"$x_{1}(n)$\")\n",
    "    ax1.legend(loc='best', prop={'size': 14})\n",
    "\n",
    "    ax2.set_xlabel(r\"$n$\")\n",
    "    ax2.set_ylabel(r\"$x_{2}(n)$\")\n",
    "    ax2.legend(loc='best', prop={'size': 14})\n",
    "\n",
    "    print(\"DL error: \", DL_error)\n",
    "    fig.tight_layout()\n",
    "    fig.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "4fc8142c-4a18-4fff-8339-bbe9de5eac7d",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "开始训练模型...\n",
      "Epoch 0 | Total: 0.044280 | Linear: 0.022139 | Recon: 0.022140\n",
      "Epoch 50 | Total: 0.018305 | Linear: 0.002981 | Recon: 0.015324\n",
      "Epoch 100 | Total: 0.015158 | Linear: 0.001738 | Recon: 0.013420\n",
      "Epoch 150 | Total: 0.013838 | Linear: 0.001778 | Recon: 0.012061\n",
      "[[ 1.5623829  -0.19030711]\n",
      " [ 2.558341    0.21762216]]\n",
      "模型已保存到: model.ckpt\n",
      "DL error:  0.6497099\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x500 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1200x500 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "test()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "a31aacee-ad99-49b8-84ec-823eb216e058",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "MindSpore",
   "language": "python",
   "name": "mindspore"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.9.11"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
